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Record W4388043633 · doi:10.55908/sdgs.v11i10.1854

Legal Reform and Change: Research on Legal Reform Processes and their Impact on Society. Analysis of Factors that Facilitate or Hinder Legal Change, Including Political, Social, and Economic Factors

2023· article· en· W4388043633 on OpenAlexaff
Аліна Помаза-Пономаренко, Н.А. Леоненко, Viktoriia Cherniahivska, Iryna Lehan, Galyna Puzanova

Bibliographic record

VenueJournal of Law and Sustainable Development · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Studies and Reforms
Canadian institutionsImpact
Fundersnot available
KeywordsRealmPoliticsPolitical scienceCivil societyLegal researchLaw reformEmpirical legal studiesIdeologyPublic administrationLaw

Abstract

fetched live from OpenAlex

Objective: This research delves into the multifaceted realm of legal reform, aiming to dissect its complexities, identify influencing factors, and evaluate its impact on society. By conducting a comprehensive analysis, the objective is to provide a thorough understanding of how legal changes occur and their implications for various stakeholders. Specifically, the research seeks to explore the theoretical foundations of legal reform, scrutinize political, social, and economic factors shaping legal reform processes, assess challenges and consequences, and offer recommendations to enhance the effectiveness of legal reforms in Ukraine and beyond. Methods: To achieve the research objectives, a diverse range of research methods and materials are employed. These include an extensive review of existing literature, in-depth case studies, qualitative interviews with key stakeholders, quantitative analysis of sociopolitical and economic data, and comparative studies of legal reform dynamics across different contexts. This multifaceted approach ensures a comprehensive exploration of legal reform processes and their societal impact. Results: The research findings reveal the intricate nature of legal reform, shedding light on the role of political institutions and actors in shaping reform initiatives. It highlights the significance of political stability, ideological perspectives, and the presence of political will in determining the feasibility and success of legal changes. Moreover, the research underscores the crucial role of social factors, including public awareness, civil society engagement, and cultural values, in influencing the direction and priorities of legal reform. Economic factors are shown to be closely linked to legal reform, with economic development, property rights protection, and economic inequality influencing the outcomes of legal changes. The study also uncovers the challenges associated with legal reform, emphasizing the importance of coordination among branches of government, building institutional capacity, and mitigating unforeseen consequences and risks. Conclusions: In conclusion, this research underscores the complex and dynamic nature of legal reform processes, where political, social, and economic factors interact intricately. The study offers a series of recommendations to enhance the effectiveness of legal reforms. These include fostering political stability and commitment, increasing public awareness and participation, promoting the rule of law and anti-corruption measures, addressing socioeconomic inequality, and strengthening international cooperation. The research provides valuable insights into the multifaceted world of legal reform, serving as a guide for policymakers, legal experts, and researchers in Ukraine and beyond, ultimately contributing to the creation of a more just, transparent, and efficient legal system that aligns with the needs and aspirations of society.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.032
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.013
Threshold uncertainty score0.093

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.032
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.008
Science and technology studies0.0070.022
Scholarly communication0.0120.017
Open science0.0010.006
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0060.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.207
GPT teacher head0.406
Teacher spread0.200 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations16
Published2023
Admission routes1
Has abstractyes

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